Projects in Awesome Lists tagged with deepwalk

Cleora AI is a general-purpose open-source model for efficient, scalable learning of stable and inductive entity embeddings for heterogeneous relational data. Created by Synerise.com team.

ai cleora-embeddings datasets deepwalk embeddings entity graphs hypergraphs inductive-entity-embeddings machine-learning ml pytorch-biggraph synerise

Last synced: 05 May 2025

https://github.com/benedekrozemberczki/MixHop-and-N-GCN

An implementation of "MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing" (ICML 2019).

convolutional convolutional-layers convolutional-neural-networks deep-learning deepwalk gcn graph-attention graph-attention-networks graph-convolution graph-representation-learning machine-learning mixhop multi-scale ngcn node2vec pytorch pytorch-cnn tensorflow walklet walklets

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/mixhop-and-n-gcn

An implementation of "MixHop: Higher-Order Graph Convolutional Architectures via Sparsified Neighborhood Mixing" (ICML 2019).

convolutional convolutional-layers convolutional-neural-networks deep-learning deepwalk gcn graph-attention graph-attention-networks graph-convolution graph-representation-learning machine-learning mixhop multi-scale ngcn node2vec pytorch pytorch-cnn tensorflow walklet walklets

Last synced: 06 Apr 2025

https://github.com/benedekrozemberczki/appnp

A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).

appnp attention deep-learning deep-neural-networks deepwalk gcn graph-attention graph-classification graph-convolutional-neural-networks graph-embedding graph-neural-network iclr machine-learning network-embedding node-embedding node2vec pagerank ppnp pytorch research

Last synced: 07 Apr 2025

https://github.com/benedekrozemberczki/APPNP

A PyTorch implementation of "Predict then Propagate: Graph Neural Networks meet Personalized PageRank" (ICLR 2019).

appnp attention deep-learning deep-neural-networks deepwalk gcn graph-attention graph-classification graph-convolutional-neural-networks graph-embedding graph-neural-network iclr machine-learning network-embedding node-embedding node2vec pagerank ppnp pytorch research

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/AttentionWalk

A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).

attention deep-learning deepwalk graph-attention graph-neural-networks graph-representation-learning implicit-factorization machine-learning matrix-factorization neurips neurips-2018 nips node2vec pytorch sklearn structural-attention tensorflow torch walklet word2vec

Last synced: 03 Apr 2025

https://github.com/benedekrozemberczki/attentionwalk

A PyTorch Implementation of "Watch Your Step: Learning Node Embeddings via Graph Attention" (NeurIPS 2018).

attention deep-learning deepwalk graph-attention graph-neural-networks graph-representation-learning implicit-factorization machine-learning matrix-factorization neurips neurips-2018 nips node2vec pytorch sklearn structural-attention tensorflow torch walklet word2vec

Last synced: 07 Apr 2025

https://github.com/benedekrozemberczki/sgcn

A PyTorch implementation of "Signed Graph Convolutional Network" (ICDM 2018).

deep-learning deepwalk gcn gpt2 gpt3 graph-attention graph-convolution graph-embedding graph-neural-networks graphsage machine-learning network-embedding neural-network node-classification node2vec pytorch pytorch-geometric sgcn signed-network transformer

Last synced: 08 Apr 2025

https://github.com/benedekrozemberczki/SGCN

A PyTorch implementation of "Signed Graph Convolutional Network" (ICDM 2018).

deep-learning deepwalk gcn gpt2 gpt3 graph-attention graph-convolution graph-embedding graph-neural-networks graphsage machine-learning network-embedding neural-network node-classification node2vec pytorch pytorch-geometric sgcn signed-network transformer

Last synced: 01 Apr 2025

https://github.com/benedekrozemberczki/GAM

A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).

attention deep-reinforcement-learning deepwalk gcn graph-attention graph-classification graph-convolution graph2vec graphsage machine-learning neural-networks node2vec pytorch reinforcement-agent reinforcement-learning sklearn structural-attention transfer-learning

Last synced: 27 Mar 2025

https://github.com/benedekrozemberczki/gam

A PyTorch implementation of "Graph Classification Using Structural Attention" (KDD 2018).

attention deep-reinforcement-learning deepwalk gcn graph-attention graph-classification graph-convolution graph2vec graphsage machine-learning neural-networks node2vec pytorch reinforcement-agent reinforcement-learning sklearn structural-attention transfer-learning

Last synced: 09 Apr 2025

https://github.com/benedekrozemberczki/gemsec

The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).

clustering community-detection deepwalk deezer embedding facebook gemsec gensim graph-embedding implicit-factorization m-nmf machine-learning matrix-factorization network-embedding neural-network node2vec semisupervised-learning tensorflow unsupervised-learning word2vec

Last synced: 09 Apr 2025

https://github.com/benedekrozemberczki/GEMSEC

The TensorFlow reference implementation of 'GEMSEC: Graph Embedding with Self Clustering' (ASONAM 2019).

clustering community-detection deepwalk deezer embedding facebook gemsec gensim graph-embedding implicit-factorization m-nmf machine-learning matrix-factorization network-embedding neural-network node2vec semisupervised-learning tensorflow unsupervised-learning word2vec

Last synced: 27 Mar 2025

https://github.com/xiangyue9607/BioNEV

Graph Embedding Evaluation / Code and Datasets for "Graph Embedding on Biomedical Networks: Methods, Applications, and Evaluations" (Bioinformatics 2020)

biomedical-graphs biomedical-networks deepwalk gae graph-embedding graph-embedding-methods graph-embeddings-evaluation graph-factorization line-embedding link-prediction matrix-factorization network-embedding node-classification node2vec sdne struc2vec

Last synced: 01 May 2025

https://github.com/benedekrozemberczki/splitter

A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).

clustering community-detection deep-learning deep-neural-network deepwalk ego-splitting factorization gensim graph-embedding graph-neural-network graph-representation-learning implicit-factorization machine-learning network-embedding node-embedding node2vec overlapping-community-detection pytorch word-vector word2vec

Last synced: 07 May 2025

https://github.com/benedekrozemberczki/Splitter

A Pytorch implementation of "Splitter: Learning Node Representations that Capture Multiple Social Contexts" (WWW 2019).

clustering community-detection deep-learning deep-neural-network deepwalk ego-splitting factorization gensim graph-embedding graph-neural-network graph-representation-learning implicit-factorization machine-learning network-embedding node-embedding node2vec overlapping-community-detection pytorch word-vector word2vec

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/seal-ci

A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)

active-learning active-learning-module deep-learning deep-learning-algorithms deepwalk gcn gnn graph-classification graph-convolution graph-convolutional-networks graph-embedding graph-neural-network graph-neural-networks graph-representation-learning machine-learning-algorithms network-embedding node-classification node2vec pytorch tensorflow

Last synced: 06 May 2025

https://github.com/benedekrozemberczki/SEAL-CI

A PyTorch implementation of "Semi-Supervised Graph Classification: A Hierarchical Graph Perspective" (WWW 2019)

active-learning active-learning-module deep-learning deep-learning-algorithms deepwalk gcn gnn graph-classification graph-convolution graph-convolutional-networks graph-embedding graph-neural-network graph-neural-networks graph-representation-learning machine-learning-algorithms network-embedding node-classification node2vec pytorch tensorflow

Last synced: 27 Mar 2025

https://github.com/benedekrozemberczki/danmf

A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).

autoencoder cikm clustering community-detection coordinate-descent danmf data-science deep-learning deepwalk dimensionality-reduction embedding gemsec machine-learning mnmf nmf node-embedding node2vec sklearn unsupervised-learning word2vec

Last synced: 06 May 2025

https://github.com/benedekrozemberczki/DANMF

A sparsity aware implementation of "Deep Autoencoder-like Nonnegative Matrix Factorization for Community Detection" (CIKM 2018).

autoencoder cikm clustering community-detection coordinate-descent danmf data-science deep-learning deepwalk dimensionality-reduction embedding gemsec machine-learning mnmf nmf node-embedding node2vec sklearn unsupervised-learning word2vec

Last synced: 27 Mar 2025

https://github.com/triandicAnt/GraphEmbeddingRecommendationSystem

Python based Graph Propagation algorithm, DeepWalk to evaluate and compare preference propagation algorithms in heterogeneous information networks from user item relation ship.

deepwalk graph graph-embedding graph-propagation-algorithm prediction python rating recommendation-system

Last synced: 12 May 2025

https://github.com/xptree/netmf

Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec

deepwalk matrix-factorization network-embedding node2vec social-network social-network-analysis

Last synced: 17 Jul 2025

https://github.com/xptree/NetMF

Network Embedding as Matrix Factorization: Unifying DeepWalk, LINE, PTE, and node2vec

deepwalk matrix-factorization network-embedding node2vec social-network social-network-analysis

Last synced: 01 May 2025

https://github.com/benedekrozemberczki/role2vec

A scalable Gensim implementation of "Learning Role-based Graph Embeddings" (IJCAI 2018).

deep-learning deepwalk gensim graph-embedding graph-neural-network graph-wavelet implicit-factorization machine-learning network-embedding network-science node-embedding node2vec pytorch representation-learning research sklearn struc2vec tensorflow weisfeiler-lehman word2vec

Last synced: 07 Jul 2025

https://github.com/benedekrozemberczki/musae

The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)

aane asne asonam attributed-embedding deep-learning deepwalk embedding gemsec gensim graph-embedding graph-neural-network implicit-factorization musae network-analysis network-embedding node-embedding node2vec tadw walklets word2vec

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/MUSAE

The reference implementation of "Multi-scale Attributed Node Embedding". (Journal of Complex Networks 2021)

aane asne asonam attributed-embedding deep-learning deepwalk embedding gemsec gensim graph-embedding graph-neural-network implicit-factorization musae network-analysis network-embedding node-embedding node2vec tadw walklets word2vec

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/edmot

An implementation of "EdMot: An Edge Enhancement Approach for Motif-aware Community Detection" (KDD 2019)

community-detection deep-learning deepwalk gcn gemsec gnn graph-algorithm graph-clustering graph-deco graph-embedding graph-motif graph-partitioning graph2vec igraph louvain motif network-embedding network-motif networkx node2vec

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/diff2vec

Reference implementation of Diffusion2Vec (Complenet 2018) built on Gensim and NetworkX.

complex-networks deep-learning deepwalk diff2vec diffusion embedding embeddings factorization gensim graph-embedding implicit-factorization machine-learning network-embedding neural-network node-embedding node2vec semisupervised-learning struc2vec tensorflow unsupervised-learning

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/m-nmf

An implementation of "Community Preserving Network Embedding" (AAAI 2017)

clustering come community-detection deep-learning deepwalk factorization implicit-factorization laplacian m-nmf machine-learning matrix-factorization mnmf neural-network nmf node2vec representation-learning semisupervised-learning struc2vec tensorflow unsupervised-learning

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/M-NMF

An implementation of "Community Preserving Network Embedding" (AAAI 2017)

clustering come community-detection deep-learning deepwalk factorization implicit-factorization laplacian m-nmf machine-learning matrix-factorization mnmf neural-network nmf node2vec representation-learning semisupervised-learning struc2vec tensorflow unsupervised-learning

Last synced: 27 Mar 2025

https://github.com/benedekrozemberczki/walklets

A lightweight implementation of Walklets from "Don't Walk Skip! Online Learning of Multi-scale Network Embeddings" (ASONAM 2017).

deep-learning deepwalk dimensionality-reduction dont-walk-skip edge-prediction embedding gensim graph-convolution graph-embedding graph-mining graph-neural-networks graphlet machine-learning multiscale node-classification node-embedding node2vec walklet word-embedding word2vec

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/BANE

A sparsity aware implementation of "Binarized Attributed Network Embedding" (ICDM 2018).

bane deepwalk diff2vec dimensionality-reduction embedding factorization fscnmf gemsec graph graph2vec icdm lane line musae node node2vec svd tadw tridnr word2vec

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/bane

A sparsity aware implementation of "Binarized Attributed Network Embedding" (ICDM 2018).

bane deepwalk diff2vec dimensionality-reduction embedding factorization fscnmf gemsec graph graph2vec icdm lane line musae node node2vec svd tadw tridnr word2vec

Last synced: 01 Aug 2025

https://github.com/benedekrozemberczki/asne

A sparsity aware and memory efficient implementation of "Attributed Social Network Embedding" (TKDE 2018).

2vec aane asne attributed attributed-embedding data-science deepwalk diff2vec dimensionality-reduction embedding factorization feature-extraction gemsec graph-embedding network-embedding node-embedding node2vec representation-learning tensorflow word2vec

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/TENE

A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).

asne attributed-embedding deep-learning deepwalk feature-extraction graph-convolution graph-embedding graph-neural-network implicit-factorization machine-learning matrix-decomposition matrix-factorization network-embedding node-classification node-embedding node2vec pattern-recognition pytorch tadw tensorflow

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/tene

A sparsity aware implementation of "Enhanced Network Embedding with Text Information" (ICPR 2018).

asne attributed-embedding deep-learning deepwalk feature-extraction graph-convolution graph-embedding graph-neural-network implicit-factorization machine-learning matrix-decomposition matrix-factorization network-embedding node-classification node-embedding node2vec pattern-recognition pytorch tadw tensorflow

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/SINE

A PyTorch Implementation of "SINE: Scalable Incomplete Network Embedding" (ICDM 2018).

aane asne deep-learning deepwalk dimensionality-reduction gensim graph-embedding grarep machine-learning network-embedding networkx node-embedding node2vec pytorch sklearn tadw tensorflow torch unsupervised-learning walklets

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/sine

A PyTorch Implementation of "SINE: Scalable Incomplete Network Embedding" (ICDM 2018).

aane asne deep-learning deepwalk dimensionality-reduction gensim graph-embedding grarep machine-learning network-embedding networkx node-embedding node2vec pytorch sklearn tadw tensorflow torch unsupervised-learning walklets

Last synced: 13 Oct 2025

https://github.com/benedekrozemberczki/rolx

An alternative implementation of Recursive Feature and Role Extraction (KDD11 & KDD12)

deep-learning deepwalk embedding factorization gensim graph-embedding graph-mining implicit-factorization machine-learning matrix-factorization node-embedding node2vec refex rolx semisupervised-learning struc2vec structural-embedding tensorflow unsupervised-learning word2vec

Last synced: 13 Oct 2025

https://github.com/benedekrozemberczki/grarep

A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).

aane asne deep-learning deepwalk embedding gensim graph-embedding graph2vec grarep matrix-factorization network-embedding nmf node-embedding node2vec role2vec singular-value-decomposition svd tadw walklets word2vec

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/GraRep

A SciPy implementation of "GraRep: Learning Graph Representations with Global Structural Information" (WWW 2015).

aane asne deep-learning deepwalk embedding gensim graph-embedding graph2vec grarep matrix-factorization network-embedding nmf node-embedding node2vec role2vec singular-value-decomposition svd tadw walklets word2vec

Last synced: 09 Jul 2025

https://github.com/benedekrozemberczki/spatiotemporal_datasets

Spatiotemporal datasets collected for network science, deep learning and general machine learning research.

analytics benchmark data-science dataset deep-learning deepwalk epidemiology gcn gnn machine-learning node2vec pytorch pytorch-geometric spatial-analysis spatial-data spatial-data-analysis time-series time-series-analysis vector-autoregression

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/pdn

The official PyTorch implementation of "Pathfinder Discovery Networks for Neural Message Passing" (WebConf '21)

bert cheminformatics data-science deep-learning deepwalk gcn gnn gpt-3 graph-classification graph-neural-network graph2vec message-passing molecules multiplex network-science neural-message-passing node-classification pathfinder pytorch transformer

Last synced: 11 Apr 2025

https://github.com/jwplayer/jwalk

:walking: Cython implementation of DeepWalk

cython deep-learning deepwalk neural-network python

Last synced: 06 Apr 2025

https://github.com/benedekrozemberczki/FEATHER

The reference implementation of FEATHER from the CIKM '20 paper "Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models".

data-mining deep-learning deep-neural-networks deepwalk graph graph-classification graph-convolution graph-embedding graph-kernel graph2vec machine-learning network-embedding networkx neural-network node-classification node-embedding node2vec pytorch representation-learning tensorflow

Last synced: 17 Apr 2025

https://github.com/benedekrozemberczki/feather

The reference implementation of FEATHER from the CIKM '20 paper "Characteristic Functions on Graphs: Birds of a Feather, from Statistical Descriptors to Parametric Models".

data-mining deep-learning deep-neural-networks deepwalk graph graph-classification graph-convolution graph-embedding graph-kernel graph2vec machine-learning network-embedding networkx neural-network node-classification node-embedding node2vec pytorch representation-learning tensorflow

Last synced: 11 Apr 2025

https://github.com/benedekrozemberczki/nmfadmm

A sparsity aware implementation of "Alternating Direction Method of Multipliers for Non-Negative Matrix Factorization with the Beta-Divergence" (ICASSP 2014).

admm beta-divergence deepwalk embedding factorization feature-extraction lda matrix-factorization nmf node2vec optimization pca principal-component-analysis principal-components sparse-matrix topic-modeling unsupervised-learning unsupervised-machine-learning word-embedding word2vec